{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This script visualizes input data from the example folder. Note, that measurements correspond to the beginning of the hydrologic year (July 1). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_data(input_file,ylabel):\n",
    "    input_data = np.loadtxt(input_file, skiprows=3,  unpack=False)\n",
    "    data=input_data[:,1]\n",
    "    plt.plot(data,'b',linewidth=2.0)\n",
    "    plt.xlim([0, len(data)]);\n",
    "    plt.ylabel(ylabel, fontsize=16); \n",
    "    plt.tick_params(labelsize=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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G3Lnc17lzeN8fQRAEQRDCT2oq40INixZxrDNpUmgTtkuX8v//sssoDOLiuG/QIK2/+sr3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\nzKzTnEiYmZmZmVmn/T8gPp3vE4HvjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1100x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "fig.set_figheight(8); fig.set_figwidth(11)\n",
    "\n",
    "fig.add_subplot(3,1,1)\n",
    "bound_file='in/bound.txt'\n",
    "plot_data(bound_file,'Air temp [C]')\n",
    "plt.plot(np.zeros(365),'k--',linewidth=2.0)\n",
    "\n",
    "fig.add_subplot(3,1,2)\n",
    "snow_file='in/snow.txt'\n",
    "plot_data(snow_file,'snow depth [m]')\n",
    "\n",
    "fig.add_subplot(3,1,3)\n",
    "rsnow_file='in/rsnow.txt'\n",
    "plot_data(rsnow_file,'snow density [kg m-3]')\n",
    "plt.xlabel('time [days]',  fontsize=16);\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
